Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 500 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 43.1 KiB |
| Average record size in memory | 88.3 B |
Variable types
| NUM | 11 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:56:08.575311 |
|---|---|
| Analysis finished | 2020-08-25 00:56:27.252590 |
| Duration | 18.68 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
oz1 has unique values | Unique |
oz2 has unique values | Unique |
oz3 has unique values | Unique |
oz4 has unique values | Unique |
oz5 has unique values | Unique |
oz6 has unique values | Unique |
oz7 has unique values | Unique |
oz8 has unique values | Unique |
oz9 has unique values | Unique |
oz10 has unique values | Unique |
target has unique values | Unique |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.720679372549057e-10 |
|---|---|
| Minimum | -1.7942380905151367 |
| Maximum | 1.7119427919387815 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.794238091 |
|---|---|
| 5-th percentile | -1.595194572 |
| Q1 | -0.8522934169 |
| median | 0.008222589968 |
| Q3 | 0.870204702 |
| 95-th percentile | 1.513329697 |
| Maximum | 1.711942792 |
| Range | 3.506180882 |
| Interquartile range (IQR) | 1.722498119 |
Descriptive statistics
| Standard deviation | 0.9999999998 |
|---|---|
| Coefficient of variation (CV) | 1028734681 |
| Kurtosis | -1.182950053 |
| Mean | 9.720679373e-10 |
| Median Absolute Deviation (MAD) | 0.8624354799 |
| Skewness | -0.09521533929 |
| Sum | 4.860339686e-07 |
| Variance | 0.9999999995 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.5849608779 | 1 | 0.2% | |
| 0.0557208918 | 1 | 0.2% | |
| -0.6868595481 | 1 | 0.2% | |
| 0.8798735142 | 1 | 0.2% | |
| -1.06513536 | 1 | 0.2% | |
| -0.3883551657 | 1 | 0.2% | |
| -1.086623549 | 1 | 0.2% | |
| -0.1246768311 | 1 | 0.2% | |
| 0.06644980609 | 1 | 0.2% | |
| 0.5101164579 | 1 | 0.2% | |
| 0.5149996877 | 1 | 0.2% | |
| 0.2943978608 | 1 | 0.2% | |
| 0.6937147379 | 1 | 0.2% | |
| -1.321025491 | 1 | 0.2% | |
| 1.561260223 | 1 | 0.2% | |
| 1.012439609 | 1 | 0.2% | |
| 0.1971177459 | 1 | 0.2% | |
| -1.127675056 | 1 | 0.2% | |
| -0.1125941202 | 1 | 0.2% | |
| -1.785881758 | 1 | 0.2% | |
| 1.569585562 | 1 | 0.2% | |
| -0.634155035 | 1 | 0.2% | |
| -0.0002524260199 | 1 | 0.2% | |
| 0.5394310951 | 1 | 0.2% | |
| -0.03582098708 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.794238091 | 1 | 0.2% | |
| -1.785881758 | 1 | 0.2% | |
| -1.76463604 | 1 | 0.2% | |
| -1.759417534 | 1 | 0.2% | |
| -1.758025169 | 1 | 0.2% | |
| -1.748884916 | 1 | 0.2% | |
| -1.747912049 | 1 | 0.2% | |
| -1.741406083 | 1 | 0.2% | |
| -1.728251338 | 1 | 0.2% | |
| -1.718918204 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.711942792 | 1 | 0.2% | |
| 1.702558398 | 1 | 0.2% | |
| 1.695860744 | 1 | 0.2% | |
| 1.669553995 | 1 | 0.2% | |
| 1.659263611 | 1 | 0.2% | |
| 1.646111846 | 1 | 0.2% | |
| 1.64368856 | 1 | 0.2% | |
| 1.641664147 | 1 | 0.2% | |
| 1.631318688 | 1 | 0.2% | |
| 1.609527349 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.276385203003883e-09 |
|---|---|
| Minimum | -1.7084802389144895 |
| Maximum | 1.6922727823257446 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.708480239 |
|---|---|
| 5-th percentile | -1.564283574 |
| Q1 | -0.8919336349 |
| median | 0.0644945018 |
| Q3 | 0.8492384404 |
| 95-th percentile | 1.55278095 |
| Maximum | 1.692272782 |
| Range | 3.400753021 |
| Interquartile range (IQR) | 1.741172075 |
Descriptive statistics
| Standard deviation | 0.9999999983 |
|---|---|
| Coefficient of variation (CV) | 439292961.9 |
| Kurtosis | -1.178490874 |
| Mean | 2.276385203e-09 |
| Median Absolute Deviation (MAD) | 0.8625579588 |
| Skewness | -0.0322946032 |
| Sum | 1.138192602e-06 |
| Variance | 0.9999999966 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.8623043895 | 1 | 0.2% | |
| -1.349961877 | 1 | 0.2% | |
| 0.118603237 | 1 | 0.2% | |
| 0.5957118273 | 1 | 0.2% | |
| 1.624055386 | 1 | 0.2% | |
| 1.664715648 | 1 | 0.2% | |
| 1.020189047 | 1 | 0.2% | |
| -1.506518841 | 1 | 0.2% | |
| 1.690744281 | 1 | 0.2% | |
| 0.2545605302 | 1 | 0.2% | |
| -0.6674240232 | 1 | 0.2% | |
| 0.3263390362 | 1 | 0.2% | |
| 1.233092308 | 1 | 0.2% | |
| 0.9664584398 | 1 | 0.2% | |
| 1.597677469 | 1 | 0.2% | |
| 1.346247435 | 1 | 0.2% | |
| 0.2942491472 | 1 | 0.2% | |
| -1.004594922 | 1 | 0.2% | |
| -0.8245643377 | 1 | 0.2% | |
| 1.166713357 | 1 | 0.2% | |
| 0.5960561037 | 1 | 0.2% | |
| 1.043676853 | 1 | 0.2% | |
| -0.9759437442 | 1 | 0.2% | |
| -1.233659744 | 1 | 0.2% | |
| 0.8519225717 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.708480239 | 1 | 0.2% | |
| -1.703354955 | 1 | 0.2% | |
| -1.684178829 | 1 | 0.2% | |
| -1.680228353 | 1 | 0.2% | |
| -1.673463941 | 1 | 0.2% | |
| -1.673262119 | 1 | 0.2% | |
| -1.652605653 | 1 | 0.2% | |
| -1.651031256 | 1 | 0.2% | |
| -1.634845853 | 1 | 0.2% | |
| -1.632501006 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.692272782 | 1 | 0.2% | |
| 1.690744281 | 1 | 0.2% | |
| 1.680456042 | 1 | 0.2% | |
| 1.67526114 | 1 | 0.2% | |
| 1.67498064 | 1 | 0.2% | |
| 1.674126029 | 1 | 0.2% | |
| 1.666621685 | 1 | 0.2% | |
| 1.665700316 | 1 | 0.2% | |
| 1.664715648 | 1 | 0.2% | |
| 1.654139519 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -8.346978566109441e-10 |
|---|---|
| Minimum | -1.7264958620071411 |
| Maximum | 1.6342203617095947 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.726495862 |
|---|---|
| 5-th percentile | -1.55207175 |
| Q1 | -0.8687658161 |
| median | 0.0351440683 |
| Q3 | 0.9091661125 |
| 95-th percentile | 1.482582515 |
| Maximum | 1.634220362 |
| Range | 3.360716224 |
| Interquartile range (IQR) | 1.777931929 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | -1198038299 |
| Kurtosis | -1.275425937 |
| Mean | -8.346978566e-10 |
| Median Absolute Deviation (MAD) | 0.8888391554 |
| Skewness | -0.03168639402 |
| Sum | -4.173489283e-07 |
| Variance | 1 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.9443365932 | 1 | 0.2% | |
| 1.207728863 | 1 | 0.2% | |
| -0.3698290884 | 1 | 0.2% | |
| 0.9508491755 | 1 | 0.2% | |
| 1.600756884 | 1 | 0.2% | |
| 0.3679975867 | 1 | 0.2% | |
| -1.079520106 | 1 | 0.2% | |
| -0.768026948 | 1 | 0.2% | |
| 1.590519667 | 1 | 0.2% | |
| -1.139430642 | 1 | 0.2% | |
| -1.695998549 | 1 | 0.2% | |
| 0.5169464946 | 1 | 0.2% | |
| 0.620462954 | 1 | 0.2% | |
| 0.4933374524 | 1 | 0.2% | |
| 0.1626846641 | 1 | 0.2% | |
| -1.220515609 | 1 | 0.2% | |
| -0.8705049157 | 1 | 0.2% | |
| 0.8255461454 | 1 | 0.2% | |
| 0.0253100805 | 1 | 0.2% | |
| 0.2812246978 | 1 | 0.2% | |
| -0.02967428789 | 1 | 0.2% | |
| -0.2833835781 | 1 | 0.2% | |
| -0.7464569807 | 1 | 0.2% | |
| 1.283935308 | 1 | 0.2% | |
| -1.596856713 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.726495862 | 1 | 0.2% | |
| -1.720123053 | 1 | 0.2% | |
| -1.716709495 | 1 | 0.2% | |
| -1.702487469 | 1 | 0.2% | |
| -1.699074745 | 1 | 0.2% | |
| -1.695998549 | 1 | 0.2% | |
| -1.695650697 | 1 | 0.2% | |
| -1.689465642 | 1 | 0.2% | |
| -1.672340155 | 1 | 0.2% | |
| -1.668915629 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.634220362 | 1 | 0.2% | |
| 1.628381252 | 1 | 0.2% | |
| 1.620547891 | 1 | 0.2% | |
| 1.620372891 | 1 | 0.2% | |
| 1.617514133 | 1 | 0.2% | |
| 1.617019057 | 1 | 0.2% | |
| 1.616158485 | 1 | 0.2% | |
| 1.615840077 | 1 | 0.2% | |
| 1.608249307 | 1 | 0.2% | |
| 1.600756884 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4854747354984286e-10 |
|---|---|
| Minimum | -1.735120415687561 |
| Maximum | 1.8080251216888428 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.735120416 |
|---|---|
| 5-th percentile | -1.512728333 |
| Q1 | -0.8718017191 |
| median | -0.004016700375 |
| Q3 | 0.8401409686 |
| 95-th percentile | 1.596001112 |
| Maximum | 1.808025122 |
| Range | 3.543145537 |
| Interquartile range (IQR) | 1.711942688 |
Descriptive statistics
| Standard deviation | 0.9999999989 |
|---|---|
| Coefficient of variation (CV) | 2869049627 |
| Kurtosis | -1.152014107 |
| Mean | 3.485474735e-10 |
| Median Absolute Deviation (MAD) | 0.8625841766 |
| Skewness | 0.05510297168 |
| Sum | 1.742737368e-07 |
| Variance | 0.9999999979 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.2866205573 | 1 | 0.2% | |
| 1.21163702 | 1 | 0.2% | |
| 0.03043602034 | 1 | 0.2% | |
| -0.3077777624 | 1 | 0.2% | |
| 0.2920370698 | 1 | 0.2% | |
| -0.4467286468 | 1 | 0.2% | |
| -1.052074909 | 1 | 0.2% | |
| -1.641284943 | 1 | 0.2% | |
| 0.5569790006 | 1 | 0.2% | |
| 1.008489013 | 1 | 0.2% | |
| -0.8058156371 | 1 | 0.2% | |
| -1.593651056 | 1 | 0.2% | |
| -0.3873780072 | 1 | 0.2% | |
| -1.723351955 | 1 | 0.2% | |
| -0.9160555005 | 1 | 0.2% | |
| -0.6559172869 | 1 | 0.2% | |
| 1.487084866 | 1 | 0.2% | |
| 0.8675407767 | 1 | 0.2% | |
| -1.147195578 | 1 | 0.2% | |
| 1.74290061 | 1 | 0.2% | |
| 1.020423055 | 1 | 0.2% | |
| -1.499061942 | 1 | 0.2% | |
| 0.8616871834 | 1 | 0.2% | |
| -0.875361681 | 1 | 0.2% | |
| -1.586668253 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.735120416 | 1 | 0.2% | |
| -1.730409503 | 1 | 0.2% | |
| -1.723351955 | 1 | 0.2% | |
| -1.698337555 | 1 | 0.2% | |
| -1.696692824 | 1 | 0.2% | |
| -1.690524817 | 1 | 0.2% | |
| -1.686175227 | 1 | 0.2% | |
| -1.685214639 | 1 | 0.2% | |
| -1.661188126 | 1 | 0.2% | |
| -1.641284943 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.808025122 | 1 | 0.2% | |
| 1.798911572 | 1 | 0.2% | |
| 1.796359539 | 1 | 0.2% | |
| 1.79172647 | 1 | 0.2% | |
| 1.791247249 | 1 | 0.2% | |
| 1.790390253 | 1 | 0.2% | |
| 1.759431005 | 1 | 0.2% | |
| 1.752763987 | 1 | 0.2% | |
| 1.749676585 | 1 | 0.2% | |
| 1.749061465 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.294778823852539e-09 |
|---|---|
| Minimum | -1.766493558883667 |
| Maximum | 1.7081854343414309 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.766493559 |
|---|---|
| 5-th percentile | -1.597430766 |
| Q1 | -0.9077546448 |
| median | 0.05133193731 |
| Q3 | 0.8356185555 |
| 95-th percentile | 1.52817027 |
| Maximum | 1.708185434 |
| Range | 3.474678993 |
| Interquartile range (IQR) | 1.7433732 |
Descriptive statistics
| Standard deviation | 1.000000002 |
|---|---|
| Coefficient of variation (CV) | 435771845.1 |
| Kurtosis | -1.182497219 |
| Mean | 2.294778824e-09 |
| Median Absolute Deviation (MAD) | 0.8502734601 |
| Skewness | -0.06727863613 |
| Sum | 1.147389412e-06 |
| Variance | 1.000000004 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.9443302751 | 1 | 0.2% | |
| 1.123746872 | 1 | 0.2% | |
| -0.3517194092 | 1 | 0.2% | |
| -1.182270408 | 1 | 0.2% | |
| -0.2032044232 | 1 | 0.2% | |
| 0.3038716018 | 1 | 0.2% | |
| 1.131759882 | 1 | 0.2% | |
| -0.8587348461 | 1 | 0.2% | |
| -0.6751414537 | 1 | 0.2% | |
| 1.342478156 | 1 | 0.2% | |
| -1.059277177 | 1 | 0.2% | |
| 1.690140009 | 1 | 0.2% | |
| -1.168659806 | 1 | 0.2% | |
| 1.707054257 | 1 | 0.2% | |
| 0.4924682975 | 1 | 0.2% | |
| 1.406952143 | 1 | 0.2% | |
| -0.7775756717 | 1 | 0.2% | |
| -1.489955306 | 1 | 0.2% | |
| 0.09140047431 | 1 | 0.2% | |
| 1.432354212 | 1 | 0.2% | |
| -0.9769240618 | 1 | 0.2% | |
| -0.1402270943 | 1 | 0.2% | |
| -1.045649052 | 1 | 0.2% | |
| -0.5342158079 | 1 | 0.2% | |
| -0.0637428835 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.766493559 | 1 | 0.2% | |
| -1.748641491 | 1 | 0.2% | |
| -1.747937918 | 1 | 0.2% | |
| -1.743934751 | 1 | 0.2% | |
| -1.72576797 | 1 | 0.2% | |
| -1.721506 | 1 | 0.2% | |
| -1.719375491 | 1 | 0.2% | |
| -1.717217565 | 1 | 0.2% | |
| -1.712454915 | 1 | 0.2% | |
| -1.691916466 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.708185434 | 1 | 0.2% | |
| 1.707054257 | 1 | 0.2% | |
| 1.694502115 | 1 | 0.2% | |
| 1.690519452 | 1 | 0.2% | |
| 1.690140009 | 1 | 0.2% | |
| 1.679066777 | 1 | 0.2% | |
| 1.673229098 | 1 | 0.2% | |
| 1.655950546 | 1 | 0.2% | |
| 1.6553756 | 1 | 0.2% | |
| 1.613796234 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.930166035890579e-09 |
|---|---|
| Minimum | -1.7054780721664429 |
| Maximum | 1.6571121215820312 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.705478072 |
|---|---|
| 5-th percentile | -1.572873801 |
| Q1 | -0.8903202415 |
| median | 0.01585976768 |
| Q3 | 0.896879673 |
| 95-th percentile | 1.494720453 |
| Maximum | 1.657112122 |
| Range | 3.362590194 |
| Interquartile range (IQR) | 1.787199914 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | -518090144.6 |
| Kurtosis | -1.254610968 |
| Mean | -1.930166036e-09 |
| Median Absolute Deviation (MAD) | 0.8971336484 |
| Skewness | -0.06353290688 |
| Sum | -9.650830179e-07 |
| Variance | 1.000000001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.527339935 | 1 | 0.2% | |
| -1.336798429 | 1 | 0.2% | |
| 0.8509014845 | 1 | 0.2% | |
| 0.6087155938 | 1 | 0.2% | |
| -0.1438785195 | 1 | 0.2% | |
| 0.07255038619 | 1 | 0.2% | |
| 0.06815609336 | 1 | 0.2% | |
| 0.4718436599 | 1 | 0.2% | |
| -1.672534347 | 1 | 0.2% | |
| -1.029958367 | 1 | 0.2% | |
| 0.6941007972 | 1 | 0.2% | |
| -1.582695842 | 1 | 0.2% | |
| 0.6038489938 | 1 | 0.2% | |
| -1.031919599 | 1 | 0.2% | |
| 1.235048294 | 1 | 0.2% | |
| 0.06024324149 | 1 | 0.2% | |
| -1.701921582 | 1 | 0.2% | |
| -0.0576618202 | 1 | 0.2% | |
| -0.9632350206 | 1 | 0.2% | |
| 0.6106987 | 1 | 0.2% | |
| -0.8665597439 | 1 | 0.2% | |
| -0.09123019874 | 1 | 0.2% | |
| -0.2340432554 | 1 | 0.2% | |
| 0.1381301135 | 1 | 0.2% | |
| 0.4931885302 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.705478072 | 1 | 0.2% | |
| -1.704526544 | 1 | 0.2% | |
| -1.701921582 | 1 | 0.2% | |
| -1.696938396 | 1 | 0.2% | |
| -1.694293141 | 1 | 0.2% | |
| -1.687774658 | 1 | 0.2% | |
| -1.681729078 | 1 | 0.2% | |
| -1.681242228 | 1 | 0.2% | |
| -1.673307061 | 1 | 0.2% | |
| -1.672534347 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.657112122 | 1 | 0.2% | |
| 1.647699237 | 1 | 0.2% | |
| 1.638040423 | 1 | 0.2% | |
| 1.633852124 | 1 | 0.2% | |
| 1.632598042 | 1 | 0.2% | |
| 1.619098544 | 1 | 0.2% | |
| 1.616064429 | 1 | 0.2% | |
| 1.610361934 | 1 | 0.2% | |
| 1.608280897 | 1 | 0.2% | |
| 1.607820511 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.816139936447144e-10 |
|---|---|
| Minimum | -1.755658745765686 |
| Maximum | 1.8397253751754759 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.755658746 |
|---|---|
| 5-th percentile | -1.600147939 |
| Q1 | -0.8497299403 |
| median | 0.02014139807 |
| Q3 | 0.8032152951 |
| 95-th percentile | 1.638136035 |
| Maximum | 1.839725375 |
| Range | 3.595384121 |
| Interquartile range (IQR) | 1.652945235 |
Descriptive statistics
| Standard deviation | 0.9999999993 |
|---|---|
| Coefficient of variation (CV) | 1018730383 |
| Kurtosis | -1.086075216 |
| Mean | 9.816139936e-10 |
| Median Absolute Deviation (MAD) | 0.8491932801 |
| Skewness | 0.01956382031 |
| Sum | 4.908069968e-07 |
| Variance | 0.9999999987 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.4194323719 | 1 | 0.2% | |
| -1.626820207 | 1 | 0.2% | |
| -0.6214039922 | 1 | 0.2% | |
| 0.8225789666 | 1 | 0.2% | |
| -1.104150057 | 1 | 0.2% | |
| 0.03493207693 | 1 | 0.2% | |
| 0.5159447193 | 1 | 0.2% | |
| 1.199859738 | 1 | 0.2% | |
| -0.2897117138 | 1 | 0.2% | |
| -0.8975746632 | 1 | 0.2% | |
| 1.022137523 | 1 | 0.2% | |
| -0.6140582561 | 1 | 0.2% | |
| -0.2548879087 | 1 | 0.2% | |
| -0.8095397949 | 1 | 0.2% | |
| 1.563170433 | 1 | 0.2% | |
| -1.436226964 | 1 | 0.2% | |
| 0.07792666554 | 1 | 0.2% | |
| -1.328807473 | 1 | 0.2% | |
| -0.3496478796 | 1 | 0.2% | |
| -1.656940222 | 1 | 0.2% | |
| 1.112021327 | 1 | 0.2% | |
| 1.789756775 | 1 | 0.2% | |
| 1.233434796 | 1 | 0.2% | |
| 1.75460875 | 1 | 0.2% | |
| -0.3912501037 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.755658746 | 1 | 0.2% | |
| -1.738305449 | 1 | 0.2% | |
| -1.735272169 | 1 | 0.2% | |
| -1.73457253 | 1 | 0.2% | |
| -1.716706634 | 1 | 0.2% | |
| -1.707906842 | 1 | 0.2% | |
| -1.707083941 | 1 | 0.2% | |
| -1.704137802 | 1 | 0.2% | |
| -1.670096636 | 1 | 0.2% | |
| -1.664537072 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.839725375 | 1 | 0.2% | |
| 1.830350637 | 1 | 0.2% | |
| 1.820847631 | 1 | 0.2% | |
| 1.820548177 | 1 | 0.2% | |
| 1.818682551 | 1 | 0.2% | |
| 1.815165639 | 1 | 0.2% | |
| 1.800273657 | 1 | 0.2% | |
| 1.798451424 | 1 | 0.2% | |
| 1.789756775 | 1 | 0.2% | |
| 1.781123281 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.6320846007999989e-09 |
|---|---|
| Minimum | -1.6766587495803833 |
| Maximum | 1.7608959674835205 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.67665875 |
|---|---|
| 5-th percentile | -1.536410236 |
| Q1 | -0.8670167625 |
| median | -0.01187154744 |
| Q3 | 0.8557839692 |
| 95-th percentile | 1.576949739 |
| Maximum | 1.760895967 |
| Range | 3.437554717 |
| Interquartile range (IQR) | 1.722800732 |
Descriptive statistics
| Standard deviation | 1.000000002 |
|---|---|
| Coefficient of variation (CV) | -612713336.8 |
| Kurtosis | -1.191405465 |
| Mean | -1.632084601e-09 |
| Median Absolute Deviation (MAD) | 0.8632479897 |
| Skewness | 0.04468479979 |
| Sum | -8.160423004e-07 |
| Variance | 1.000000003 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.5107420683 | 1 | 0.2% | |
| 0.5823524594 | 1 | 0.2% | |
| -1.475205541 | 1 | 0.2% | |
| -0.1365498453 | 1 | 0.2% | |
| -0.129319042 | 1 | 0.2% | |
| 1.091189146 | 1 | 0.2% | |
| 0.2589428425 | 1 | 0.2% | |
| -0.2665418386 | 1 | 0.2% | |
| -1.565784931 | 1 | 0.2% | |
| -1.535778165 | 1 | 0.2% | |
| 1.205703259 | 1 | 0.2% | |
| 0.6452473402 | 1 | 0.2% | |
| 0.8167203069 | 1 | 0.2% | |
| 1.221333027 | 1 | 0.2% | |
| 1.010400295 | 1 | 0.2% | |
| 0.8176424503 | 1 | 0.2% | |
| 1.069057584 | 1 | 0.2% | |
| 0.02751983888 | 1 | 0.2% | |
| -0.5198603868 | 1 | 0.2% | |
| 0.08783819526 | 1 | 0.2% | |
| -1.497381568 | 1 | 0.2% | |
| 1.348323226 | 1 | 0.2% | |
| -0.9421454072 | 1 | 0.2% | |
| 0.7073687315 | 1 | 0.2% | |
| -0.9202618003 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.67665875 | 1 | 0.2% | |
| -1.675281525 | 1 | 0.2% | |
| -1.671658993 | 1 | 0.2% | |
| -1.65861845 | 1 | 0.2% | |
| -1.652293086 | 1 | 0.2% | |
| -1.642715812 | 1 | 0.2% | |
| -1.636487603 | 1 | 0.2% | |
| -1.629409432 | 1 | 0.2% | |
| -1.62927258 | 1 | 0.2% | |
| -1.626991749 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.760895967 | 1 | 0.2% | |
| 1.731271148 | 1 | 0.2% | |
| 1.721328855 | 1 | 0.2% | |
| 1.714838982 | 1 | 0.2% | |
| 1.707340121 | 1 | 0.2% | |
| 1.70288825 | 1 | 0.2% | |
| 1.698922157 | 1 | 0.2% | |
| 1.687707543 | 1 | 0.2% | |
| 1.685911298 | 1 | 0.2% | |
| 1.679998636 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.056805744198868e-10 |
|---|---|
| Minimum | -1.7520724534988403 |
| Maximum | 1.6898140907287598 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.752072453 |
|---|---|
| 5-th percentile | -1.645698601 |
| Q1 | -0.8504866064 |
| median | 0.05837640539 |
| Q3 | 0.8540751189 |
| 95-th percentile | 1.513777542 |
| Maximum | 1.689814091 |
| Range | 3.441886544 |
| Interquartile range (IQR) | 1.704561725 |
Descriptive statistics
| Standard deviation | 1.000000004 |
|---|---|
| Coefficient of variation (CV) | -1417071746 |
| Kurtosis | -1.126355211 |
| Mean | -7.056805744e-10 |
| Median Absolute Deviation (MAD) | 0.8479420543 |
| Skewness | -0.09782792186 |
| Sum | -3.528402872e-07 |
| Variance | 1.000000008 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.359588742 | 1 | 0.2% | |
| -1.652981281 | 1 | 0.2% | |
| 1.139271617 | 1 | 0.2% | |
| 1.040547252 | 1 | 0.2% | |
| -0.6354675293 | 1 | 0.2% | |
| -0.4083556533 | 1 | 0.2% | |
| 0.4537662268 | 1 | 0.2% | |
| 1.46155405 | 1 | 0.2% | |
| -1.459602356 | 1 | 0.2% | |
| 0.9622240663 | 1 | 0.2% | |
| -0.03745350242 | 1 | 0.2% | |
| 1.399868608 | 1 | 0.2% | |
| 0.08866230398 | 1 | 0.2% | |
| -0.7981672883 | 1 | 0.2% | |
| 0.8532210588 | 1 | 0.2% | |
| -0.04231742024 | 1 | 0.2% | |
| 0.7352828979 | 1 | 0.2% | |
| 0.1387528628 | 1 | 0.2% | |
| 1.688155651 | 1 | 0.2% | |
| 1.203784704 | 1 | 0.2% | |
| 0.3356144428 | 1 | 0.2% | |
| -0.09342522174 | 1 | 0.2% | |
| -0.6058012843 | 1 | 0.2% | |
| 0.7718178034 | 1 | 0.2% | |
| 1.465518355 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.752072453 | 1 | 0.2% | |
| -1.750059605 | 1 | 0.2% | |
| -1.749797344 | 1 | 0.2% | |
| -1.749552369 | 1 | 0.2% | |
| -1.747796059 | 1 | 0.2% | |
| -1.741647482 | 1 | 0.2% | |
| -1.735656023 | 1 | 0.2% | |
| -1.734804153 | 1 | 0.2% | |
| -1.733907461 | 1 | 0.2% | |
| -1.725100517 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.689814091 | 1 | 0.2% | |
| 1.688155651 | 1 | 0.2% | |
| 1.679796457 | 1 | 0.2% | |
| 1.65567565 | 1 | 0.2% | |
| 1.652957797 | 1 | 0.2% | |
| 1.646885037 | 1 | 0.2% | |
| 1.644024968 | 1 | 0.2% | |
| 1.642112851 | 1 | 0.2% | |
| 1.640159249 | 1 | 0.2% | |
| 1.633984685 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7206184566020965e-09 |
|---|---|
| Minimum | -1.7247148752212524 |
| Maximum | 1.70335590839386 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.724714875 |
|---|---|
| 5-th percentile | -1.573445815 |
| Q1 | -0.8887870461 |
| median | 0.02410405781 |
| Q3 | 0.838746205 |
| 95-th percentile | 1.547579557 |
| Maximum | 1.703355908 |
| Range | 3.428070784 |
| Interquartile range (IQR) | 1.727533251 |
Descriptive statistics
| Standard deviation | 0.999999999 |
|---|---|
| Coefficient of variation (CV) | 581186372.4 |
| Kurtosis | -1.175679528 |
| Mean | 1.720618457e-09 |
| Median Absolute Deviation (MAD) | 0.878748267 |
| Skewness | -0.04172032488 |
| Sum | 8.603092283e-07 |
| Variance | 0.999999998 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.7324209213 | 1 | 0.2% | |
| 0.2428162396 | 1 | 0.2% | |
| 1.307963729 | 1 | 0.2% | |
| -0.3846080899 | 1 | 0.2% | |
| -1.469383836 | 1 | 0.2% | |
| -0.1521792263 | 1 | 0.2% | |
| 0.7858936787 | 1 | 0.2% | |
| 0.6487588882 | 1 | 0.2% | |
| 0.7835292816 | 1 | 0.2% | |
| 0.8020863533 | 1 | 0.2% | |
| 0.3629586995 | 1 | 0.2% | |
| -1.475278139 | 1 | 0.2% | |
| -0.3120847642 | 1 | 0.2% | |
| -0.1143004522 | 1 | 0.2% | |
| -0.1215030104 | 1 | 0.2% | |
| 0.6116690636 | 1 | 0.2% | |
| -0.4250979125 | 1 | 0.2% | |
| 1.643542647 | 1 | 0.2% | |
| -1.057350039 | 1 | 0.2% | |
| 1.240946651 | 1 | 0.2% | |
| -0.8602817059 | 1 | 0.2% | |
| 0.9652084112 | 1 | 0.2% | |
| -0.3292856216 | 1 | 0.2% | |
| 1.166755319 | 1 | 0.2% | |
| 1.490977168 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.724714875 | 1 | 0.2% | |
| -1.724092245 | 1 | 0.2% | |
| -1.722665071 | 1 | 0.2% | |
| -1.720025301 | 1 | 0.2% | |
| -1.714942575 | 1 | 0.2% | |
| -1.712279558 | 1 | 0.2% | |
| -1.699266434 | 1 | 0.2% | |
| -1.696202993 | 1 | 0.2% | |
| -1.688970566 | 1 | 0.2% | |
| -1.680102468 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.703355908 | 1 | 0.2% | |
| 1.68132174 | 1 | 0.2% | |
| 1.67976284 | 1 | 0.2% | |
| 1.672878265 | 1 | 0.2% | |
| 1.662606835 | 1 | 0.2% | |
| 1.66176784 | 1 | 0.2% | |
| 1.656094313 | 1 | 0.2% | |
| 1.652872086 | 1 | 0.2% | |
| 1.652576804 | 1 | 0.2% | |
| 1.651780248 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -3.634486347436905e-10 |
|---|---|
| Minimum | -2.5215320587158203 |
| Maximum | 2.83838438987732 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -2.521532059 |
|---|---|
| 5-th percentile | -1.608073062 |
| Q1 | -0.7449035496 |
| median | 0.03883939609 |
| Q3 | 0.6997879893 |
| 95-th percentile | 1.622214228 |
| Maximum | 2.83838439 |
| Range | 5.359916449 |
| Interquartile range (IQR) | 1.444691539 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | -2751420436 |
| Kurtosis | -0.5771761972 |
| Mean | -3.634486347e-10 |
| Median Absolute Deviation (MAD) | 0.7247280143 |
| Skewness | 0.03268393985 |
| Sum | -1.817243174e-07 |
| Variance | 1.000000002 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.6582838893 | 1 | 0.2% | |
| -1.459626675 | 1 | 0.2% | |
| -0.2794475555 | 1 | 0.2% | |
| 0.5862403512 | 1 | 0.2% | |
| 1.201929688 | 1 | 0.2% | |
| -1.746705055 | 1 | 0.2% | |
| 0.1106794775 | 1 | 0.2% | |
| -1.024053097 | 1 | 0.2% | |
| 1.241757751 | 1 | 0.2% | |
| -0.3316989839 | 1 | 0.2% | |
| 0.6380088925 | 1 | 0.2% | |
| 1.238911152 | 1 | 0.2% | |
| -0.2429987043 | 1 | 0.2% | |
| -0.3712531626 | 1 | 0.2% | |
| 0.5276640058 | 1 | 0.2% | |
| 0.6441389918 | 1 | 0.2% | |
| -0.6556226611 | 1 | 0.2% | |
| 1.535805464 | 1 | 0.2% | |
| 0.03639744222 | 1 | 0.2% | |
| -0.2456877381 | 1 | 0.2% | |
| 1.121752024 | 1 | 0.2% | |
| -0.6186224222 | 1 | 0.2% | |
| 0.01973452047 | 1 | 0.2% | |
| -1.485879064 | 1 | 0.2% | |
| -0.01141967718 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -2.521532059 | 1 | 0.2% | |
| -2.325804234 | 1 | 0.2% | |
| -2.159068108 | 1 | 0.2% | |
| -2.13825345 | 1 | 0.2% | |
| -2.136885166 | 1 | 0.2% | |
| -2.026223183 | 1 | 0.2% | |
| -1.937512159 | 1 | 0.2% | |
| -1.84145081 | 1 | 0.2% | |
| -1.808874249 | 1 | 0.2% | |
| -1.787365079 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 2.83838439 | 1 | 0.2% | |
| 2.397308588 | 1 | 0.2% | |
| 2.349563122 | 1 | 0.2% | |
| 2.309998989 | 1 | 0.2% | |
| 2.258588314 | 1 | 0.2% | |
| 2.125494957 | 1 | 0.2% | |
| 2.100216389 | 1 | 0.2% | |
| 1.992156267 | 1 | 0.2% | |
| 1.95845592 | 1 | 0.2% | |
| 1.951454639 | 1 | 0.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.393145 | 1.575681 | 0.329795 | -0.667841 | 1.022937 | -0.378206 | -1.536834 | -0.113111 | -0.299131 | -0.624878 | -0.556299 |
| 1 | -0.632670 | -1.176123 | -0.763457 | -0.769291 | 0.040864 | 1.174980 | -0.193910 | 0.435842 | 0.462737 | -1.349083 | -1.342997 |
| 2 | 1.497247 | -0.615224 | 0.455416 | -1.425792 | 0.562369 | -0.839735 | 0.726716 | 1.476152 | -1.741647 | -1.249025 | -0.690794 |
| 3 | -1.257379 | 1.615379 | -0.400453 | 1.487085 | 1.076270 | 1.287806 | -0.980370 | 1.349135 | 0.088662 | 1.288384 | 1.121752 |
| 4 | 1.225839 | 0.349773 | 0.328042 | -0.907369 | -0.539883 | -1.152713 | -0.847747 | 0.752376 | 1.318478 | 1.459772 | 0.258180 |
| 5 | 0.895955 | -1.673262 | 0.053563 | 1.212145 | -1.485816 | -1.480799 | 1.433120 | -0.753313 | 0.479808 | 1.451078 | -1.496805 |
| 6 | 0.357320 | -1.684179 | -0.772469 | -1.464947 | -1.525699 | 1.284374 | -0.742652 | 0.464016 | -1.561088 | 1.005063 | -2.521532 |
| 7 | -1.176286 | -0.192442 | -1.634059 | 1.752764 | 0.840345 | -0.777682 | -1.385624 | 0.358918 | 1.575784 | -1.287544 | 1.560423 |
| 8 | 0.477061 | -0.800453 | 0.555730 | -1.508248 | -1.482743 | -1.250983 | 1.715333 | -0.636440 | 1.421538 | -0.317373 | -1.787365 |
| 9 | -1.357000 | 1.469731 | -1.320469 | -0.875362 | 1.425356 | 0.223494 | 0.986288 | 1.636861 | -0.798167 | 0.837041 | -0.406629 |
Last rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 490 | 0.219136 | 0.233555 | 0.150251 | -0.297063 | 1.460290 | -0.417779 | -0.897575 | -0.910128 | 1.089948 | -0.137447 | 0.595515 |
| 491 | -0.560476 | -1.673464 | 1.352775 | 1.138888 | 1.437270 | 1.394228 | -1.311065 | 1.362542 | -1.651629 | -0.940562 | -0.024355 |
| 492 | 0.869751 | 1.445395 | 0.194517 | -1.197514 | 1.655951 | 0.858772 | 0.215380 | 0.586710 | 1.411378 | 0.372137 | -0.028703 |
| 493 | 1.695861 | -1.349962 | 1.151194 | -1.042289 | 0.829863 | -0.891262 | -1.607051 | -0.931941 | 0.044678 | 1.552847 | -0.912648 |
| 494 | 1.205070 | 1.354968 | 0.384149 | -0.244817 | -1.237301 | -1.289336 | -0.117465 | -1.380242 | 0.227991 | 0.752375 | -0.556291 |
| 495 | -0.032862 | -1.632501 | -0.976538 | 0.131629 | 0.874526 | -1.438593 | 0.189919 | 0.403963 | 1.642113 | -0.310663 | -0.853061 |
| 496 | 1.129153 | 0.741700 | -0.288167 | -1.735120 | 0.061853 | 1.457803 | 0.176417 | 1.348323 | 1.528229 | -0.805500 | -0.761108 |
| 497 | 1.413917 | 1.038680 | 0.323361 | 0.478599 | 1.280463 | -0.725406 | -0.897463 | -1.587413 | 0.215136 | -0.971459 | 0.910655 |
| 498 | -1.065135 | -0.281125 | 1.615840 | 1.698677 | -1.623467 | 0.603849 | -0.827519 | -0.355024 | 0.170639 | 1.430249 | 0.449468 |
| 499 | -1.764636 | -0.795674 | 0.710123 | -0.739072 | 0.416391 | 0.518080 | -0.111118 | -1.005272 | 0.202977 | 0.394288 | -1.314858 |